Some particles appear too bright
It looks like your particles are actually emitting light. In order for this to happen, they either have an emission shader, or a principled shader in which the Emission value is not set to black. 

If the particles using an emission shader, simply change it to a principled shader and that should fix the problem. If they are using a principled shader, simply go to the Emission box and set it to black.